Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 5695 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 622.9 KiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 13 |
|---|
gross_revenue is highly overall correlated with volume_products and 5 other fields | High correlation |
recency_days is highly overall correlated with purchases and 2 other fields | High correlation |
volume_products is highly overall correlated with gross_revenue and 5 other fields | High correlation |
assort_products is highly overall correlated with gross_revenue and 4 other fields | High correlation |
purchases is highly overall correlated with gross_revenue and 6 other fields | High correlation |
avg_period_purchases is highly overall correlated with gross_revenue and 4 other fields | High correlation |
frequency_purchase is highly overall correlated with recency_days and 2 other fields | High correlation |
volume_basket_size is highly overall correlated with gross_revenue and 4 other fields | High correlation |
assort_basket_size is highly overall correlated with assort_products and 2 other fields | High correlation |
avg_ticket is highly overall correlated with gross_revenue and 4 other fields | High correlation |
returns_purchases is highly overall correlated with purchases and 1 other fields | High correlation |
returns_products is highly overall correlated with purchases and 1 other fields | High correlation |
gross_revenue is highly skewed (γ1 = 21.65488511) | Skewed |
volume_products is highly skewed (γ1 = 23.05712012) | Skewed |
volume_basket_size is highly skewed (γ1 = 48.53495052) | Skewed |
avg_ticket is highly skewed (γ1 = 27.82299041) | Skewed |
returns_products is highly skewed (γ1 = 51.52432388) | Skewed |
customer_id has unique values | Unique |
returns_purchases has 4190 (73.6%) zeros | Zeros |
returns_products has 4190 (73.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-11 21:54:59.518637 |
|---|---|
| Analysis finished | 2023-05-11 21:56:26.911617 |
| Duration | 1 minute and 27.39 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 5695 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16600.708 |
| Minimum | 12346 |
|---|---|
| Maximum | 22709 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 12346 |
|---|---|
| 5-th percentile | 12699.1 |
| Q1 | 14288.5 |
| median | 16229 |
| Q3 | 18210.5 |
| 95-th percentile | 21731.1 |
| Maximum | 22709 |
| Range | 10363 |
| Interquartile range (IQR) | 3922 |
Descriptive statistics
| Standard deviation | 2808.2237 |
|---|---|
| Coefficient of variation (CV) | 0.16916289 |
| Kurtosis | -0.82112934 |
| Mean | 16600.708 |
| Median Absolute Deviation (MAD) | 1962 |
| Skewness | 0.4411659 |
| Sum | 94541034 |
| Variance | 7886120.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 21110 | 1 | < 0.1% |
| 13745 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 21089 | 1 | < 0.1% |
| 21088 | 1 | < 0.1% |
| 21087 | 1 | < 0.1% |
| 21086 | 1 | < 0.1% |
| 15578 | 1 | < 0.1% |
| 12424 | 1 | < 0.1% |
| Other values (5685) | 5685 |
| Value | Count | Frequency (%) |
| 12346 | 1 | |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 |
| Value | Count | Frequency (%) |
| 22709 | 1 | |
| 22708 | 1 | |
| 22707 | 1 | |
| 22706 | 1 | |
| 22705 | 1 | |
| 22704 | 1 | |
| 22700 | 1 | |
| 22699 | 1 | |
| 22696 | 1 | |
| 22695 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 5449 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1802.4803 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.171 |
| Q1 | 236.135 |
| median | 612.78 |
| Q3 | 1568.67 |
| 95-th percentile | 5323.416 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1332.535 |
Descriptive statistics
| Standard deviation | 7882.9985 |
|---|---|
| Coefficient of variation (CV) | 4.3734172 |
| Kurtosis | 610.54599 |
| Mean | 1802.4803 |
| Median Absolute Deviation (MAD) | 478.68 |
| Skewness | 21.654885 |
| Sum | 10265126 |
| Variance | 62141665 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 4.95 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 4.25 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| 5.95 | 6 | 0.1% |
| Other values (5439) | 5623 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 136275.72 | 1 | |
| 124564.53 | 1 | |
| 116729.63 | 1 | |
| 91062.38 | 1 | |
| 77183.6 | 1 | |
| 72882.09 | 1 |
recency_days
Real number (ℝ)
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.90694 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 38 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 22.5 |
| median | 71 |
| Q3 | 200 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177.5 |
Descriptive statistics
| Standard deviation | 111.6299 |
|---|---|
| Coefficient of variation (CV) | 0.95486123 |
| Kurtosis | -0.64357629 |
| Mean | 116.90694 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.81400758 |
| Sum | 665785 |
| Variance | 12461.235 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 91 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 67 | 1.2% |
| Other values (294) | 4820 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.7% |
| 1 | 110 | |
| 2 | 91 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
volume_products
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1843 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 978.61387 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 106 |
| median | 317 |
| Q3 | 805.5 |
| 95-th percentile | 2943.3 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 699.5 |
Descriptive statistics
| Standard deviation | 4428.7397 |
|---|---|
| Coefficient of variation (CV) | 4.5255231 |
| Kurtosis | 785.48718 |
| Mean | 978.61387 |
| Median Absolute Deviation (MAD) | 253 |
| Skewness | 23.05712 |
| Sum | 5573206 |
| Variance | 19613735 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1833) | 5257 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 72 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80179 | 1 | |
| 77373 | 1 | |
| 74215 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 |
assort_products
Real number (ℝ)
| Distinct | 436 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.654785 |
| Minimum | 1 |
|---|---|
| Maximum | 1785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 13 |
| median | 36 |
| Q3 | 84.5 |
| 95-th percentile | 241.3 |
| Maximum | 1785 |
| Range | 1784 |
| Interquartile range (IQR) | 71.5 |
Descriptive statistics
| Standard deviation | 101.71166 |
|---|---|
| Coefficient of variation (CV) | 1.4602251 |
| Kurtosis | 43.866694 |
| Mean | 69.654785 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 4.7027614 |
| Sum | 396684 |
| Variance | 10345.262 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 279 | 4.9% |
| 2 | 148 | 2.6% |
| 3 | 114 | 2.0% |
| 10 | 101 | 1.8% |
| 5 | 99 | 1.7% |
| 9 | 96 | 1.7% |
| 11 | 92 | 1.6% |
| 6 | 92 | 1.6% |
| 8 | 92 | 1.6% |
| 7 | 91 | 1.6% |
| Other values (426) | 4491 |
| Value | Count | Frequency (%) |
| 1 | 279 | |
| 2 | 148 | |
| 3 | 114 | |
| 4 | 89 | 1.6% |
| 5 | 99 | 1.7% |
| 6 | 92 | 1.6% |
| 7 | 91 | 1.6% |
| 8 | 92 | 1.6% |
| 9 | 96 | 1.7% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 1785 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 1108 | 1 | |
| 884 | 1 | |
| 816 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 |
purchases
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4691835 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.8029408 |
|---|---|
| Coefficient of variation (CV) | 1.9609631 |
| Kurtosis | 301.26194 |
| Mean | 3.4691835 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.171132 |
| Sum | 19757 |
| Variance | 46.280004 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2871 | |
| 2 | 827 | 14.5% |
| 3 | 501 | 8.8% |
| 4 | 395 | 6.9% |
| 5 | 236 | 4.1% |
| 6 | 173 | 3.0% |
| 7 | 139 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 11 | 54 | 0.9% |
| Other values (47) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2871 | |
| 2 | 827 | 14.5% |
| 3 | 501 | 8.8% |
| 4 | 395 | 6.9% |
| 5 | 236 | 4.1% |
| 6 | 173 | 3.0% |
| 7 | 139 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 69 | 1.2% |
| 10 | 54 | 0.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 |
avg_period_purchases
Real number (ℝ)
| Distinct | 1155 |
|---|---|
| Distinct (%) | 20.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 243.66978 |
| Minimum | 1 |
|---|---|
| Maximum | 400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 19.829167 |
| Q1 | 60.633333 |
| median | 400 |
| Q3 | 400 |
| 95-th percentile | 400 |
| Maximum | 400 |
| Range | 399 |
| Interquartile range (IQR) | 339.36667 |
Descriptive statistics
| Standard deviation | 167.11895 |
|---|---|
| Coefficient of variation (CV) | 0.68584191 |
| Kurtosis | -1.8360794 |
| Mean | 243.66978 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.21922616 |
| Sum | 1387699.4 |
| Variance | 27928.742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 400 | 2923 | |
| 70 | 21 | 0.4% |
| 46 | 18 | 0.3% |
| 55 | 17 | 0.3% |
| 49 | 16 | 0.3% |
| 31 | 16 | 0.3% |
| 91 | 16 | 0.3% |
| 21 | 15 | 0.3% |
| 35 | 15 | 0.3% |
| 42 | 15 | 0.3% |
| Other values (1145) | 2623 |
| Value | Count | Frequency (%) |
| 1 | 9 | |
| 2 | 4 | |
| 2.88372093 | 1 | < 0.1% |
| 3 | 6 | |
| 3.330357143 | 1 | < 0.1% |
| 3.351351351 | 1 | < 0.1% |
| 4 | 4 | |
| 4.191011236 | 1 | < 0.1% |
| 4.275862069 | 1 | < 0.1% |
| 4.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 400 | 2923 | |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 364 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 357 | 2 | < 0.1% |
| 356 | 1 | < 0.1% |
| 355 | 2 | < 0.1% |
| 352 | 1 | < 0.1% |
| 351 | 2 | < 0.1% |
frequency_purchase
Real number (ℝ)
| Distinct | 1222 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.023062775 |
| Minimum | 0.0026737968 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.0026737968 |
|---|---|
| 5-th percentile | 0.0029673591 |
| Q1 | 0.0054495913 |
| median | 0.012012012 |
| Q3 | 0.023798006 |
| 95-th percentile | 0.068799621 |
| Maximum | 1 |
| Range | 0.9973262 |
| Interquartile range (IQR) | 0.018348415 |
Descriptive statistics
| Standard deviation | 0.048276932 |
|---|---|
| Coefficient of variation (CV) | 2.0932838 |
| Kurtosis | 173.37146 |
| Mean | 0.023062775 |
| Median Absolute Deviation (MAD) | 0.0075001831 |
| Skewness | 10.798272 |
| Sum | 131.3425 |
| Variance | 0.0023306622 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01851851852 | 37 | 0.6% |
| 0.005405405405 | 32 | 0.6% |
| 0.01639344262 | 31 | 0.5% |
| 0.004672897196 | 30 | 0.5% |
| 0.002824858757 | 30 | 0.5% |
| 0.01538461538 | 29 | 0.5% |
| 0.05263157895 | 29 | 0.5% |
| 0.01923076923 | 28 | 0.5% |
| 0.025 | 27 | 0.5% |
| 0.04545454545 | 26 | 0.5% |
| Other values (1212) | 5396 |
| Value | Count | Frequency (%) |
| 0.002673796791 | 22 | |
| 0.002680965147 | 21 | |
| 0.002688172043 | 17 | |
| 0.002702702703 | 3 | 0.1% |
| 0.0027100271 | 13 | |
| 0.002717391304 | 16 | |
| 0.00272479564 | 14 | |
| 0.002732240437 | 19 | |
| 0.002739726027 | 11 | |
| 0.002754820937 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 0.550802139 | 1 | < 0.1% |
| 0.5294117647 | 1 | < 0.1% |
| 0.5 | 11 | |
| 0.4 | 1 | < 0.1% |
| 0.3333333333 | 6 | |
| 0.3315508021 | 1 | < 0.1% |
| 0.3157894737 | 1 | < 0.1% |
| 0.2727272727 | 2 | < 0.1% |
| 0.2621621622 | 1 | < 0.1% |
volume_basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2366 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 268.28332 |
| Minimum | 1 |
|---|---|
| Maximum | 74215 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 75 |
| median | 152 |
| Q3 | 290.70833 |
| 95-th percentile | 734.3 |
| Maximum | 74215 |
| Range | 74214 |
| Interquartile range (IQR) | 215.70833 |
Descriptive statistics
| Standard deviation | 1199.2079 |
|---|---|
| Coefficient of variation (CV) | 4.4699309 |
| Kurtosis | 2768.2881 |
| Mean | 268.28332 |
| Median Absolute Deviation (MAD) | 97 |
| Skewness | 48.534951 |
| Sum | 1527873.5 |
| Variance | 1438099.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 115 | 2.0% |
| 2 | 71 | 1.2% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 26 | 0.5% |
| 72 | 22 | 0.4% |
| 100 | 22 | 0.4% |
| 88 | 21 | 0.4% |
| Other values (2356) | 5254 |
| Value | Count | Frequency (%) |
| 1 | 115 | |
| 2 | 71 | |
| 3 | 51 | |
| 3.333333333 | 1 | < 0.1% |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 5.333333333 | 1 | < 0.1% |
| 5.666666667 | 1 | < 0.1% |
| 6 | 29 | 0.5% |
| 6.142857143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 74215 | 1 | |
| 40498.5 | 1 | |
| 14149 | 1 | |
| 13956 | 1 | |
| 7824 | 1 | |
| 6009.333333 | 1 | |
| 5963 | 1 | |
| 5196 | 1 | |
| 4300 | 1 | |
| 4282 | 1 |
assort_basket_size
Real number (ℝ)
| Distinct | 1178 |
|---|---|
| Distinct (%) | 20.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.250387 |
| Minimum | 0.2 |
|---|---|
| Maximum | 1108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.2052632 |
| median | 15 |
| Q3 | 31 |
| 95-th percentile | 173 |
| Maximum | 1108 |
| Range | 1107.8 |
| Interquartile range (IQR) | 23.794737 |
Descriptive statistics
| Standard deviation | 76.862176 |
|---|---|
| Coefficient of variation (CV) | 2.0633927 |
| Kurtosis | 32.882585 |
| Mean | 37.250387 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 5.0736237 |
| Sum | 212140.96 |
| Variance | 5907.7941 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 278 | 4.9% |
| 2 | 160 | 2.8% |
| 3 | 115 | 2.0% |
| 9 | 106 | 1.9% |
| 10 | 105 | 1.8% |
| 7 | 103 | 1.8% |
| 8 | 102 | 1.8% |
| 5 | 102 | 1.8% |
| 6 | 101 | 1.8% |
| 13 | 99 | 1.7% |
| Other values (1168) | 4424 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 7 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1108 | 1 | |
| 748 | 1 | |
| 730 | 1 | |
| 720 | 1 | |
| 703 | 1 | |
| 686 | 1 | |
| 674 | 1 | |
| 673 | 1 | |
| 660 | 1 | |
| 649 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 5454 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 581.82347 |
| Minimum | 0.42 |
|---|---|
| Maximum | 84236.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 12.835 |
| Q1 | 158.9 |
| median | 296.915 |
| Q3 | 486.1065 |
| 95-th percentile | 1840.001 |
| Maximum | 84236.25 |
| Range | 84235.83 |
| Interquartile range (IQR) | 327.2065 |
Descriptive statistics
| Standard deviation | 2040.7306 |
|---|---|
| Coefficient of variation (CV) | 3.5074738 |
| Kurtosis | 987.91504 |
| Mean | 581.82347 |
| Median Absolute Deviation (MAD) | 151.915 |
| Skewness | 27.82299 |
| Sum | 3313484.7 |
| Variance | 4164581.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 4.95 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 3.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 7.5 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| 5.95 | 6 | 0.1% |
| Other values (5444) | 5623 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 84236.25 | 1 | |
| 77183.6 | 1 | |
| 52940.94 | 1 | |
| 50653.91 | 1 | |
| 21389.6 | 1 | |
| 18745.86 | 1 | |
| 14844.76667 | 1 | |
| 14838.86 | 1 | |
| 13305.5 | 1 | |
| 12681.58 | 1 |
returns_purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.58841089 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 4190 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.7505699 |
|---|---|
| Coefficient of variation (CV) | 2.9750808 |
| Kurtosis | 190.41518 |
| Mean | 0.58841089 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.266086 |
| Sum | 3351 |
| Variance | 3.0644951 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 850 | 14.9% |
| 2 | 289 | 5.1% |
| 3 | 140 | 2.5% |
| 4 | 92 | 1.6% |
| 5 | 37 | 0.6% |
| 6 | 32 | 0.6% |
| 7 | 21 | 0.4% |
| 9 | 8 | 0.1% |
| 11 | 5 | 0.1% |
| Other values (13) | 31 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 850 | 14.9% |
| 2 | 289 | 5.1% |
| 3 | 140 | 2.5% |
| 4 | 92 | 1.6% |
| 5 | 37 | 0.6% |
| 6 | 32 | 0.6% |
| 7 | 21 | 0.4% |
| 8 | 5 | 0.1% |
| 9 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 45 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 5 |
returns_products
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 216 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.084284 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 4190 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 89.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 39 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1474.76 |
|---|---|
| Coefficient of variation (CV) | 31.321704 |
| Kurtosis | 2718.148 |
| Mean | 47.084284 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 51.524324 |
| Sum | 268145 |
| Variance | 2174917.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (206) | 714 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 74215 | 1 | |
| 9360 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3331 | 1 | |
| 2878 | 1 | |
| 2022 | 1 |
| customer_id | gross_revenue | recency_days | volume_products | assort_products | purchases | avg_period_purchases | frequency_purchase | volume_basket_size | assort_basket_size | avg_ticket | returns_purchases | returns_products | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.181 | 0.245 | -0.291 | -0.017 | -0.383 | 0.380 | -0.215 | -0.147 | 0.134 | -0.040 | -0.274 | -0.277 |
| gross_revenue | -0.181 | 1.000 | -0.426 | 0.929 | 0.794 | 0.644 | -0.570 | 0.403 | 0.722 | 0.370 | 0.765 | 0.440 | 0.435 |
| recency_days | 0.245 | -0.426 | 1.000 | -0.496 | -0.326 | -0.596 | 0.541 | -0.872 | -0.198 | 0.050 | -0.085 | -0.330 | -0.321 |
| volume_products | -0.291 | 0.929 | -0.496 | 1.000 | 0.734 | 0.694 | -0.624 | 0.472 | 0.790 | 0.298 | 0.651 | 0.459 | 0.458 |
| assort_products | -0.017 | 0.794 | -0.326 | 0.734 | 1.000 | 0.450 | -0.383 | 0.291 | 0.618 | 0.733 | 0.639 | 0.280 | 0.270 |
| purchases | -0.383 | 0.644 | -0.596 | 0.694 | 0.450 | 1.000 | -0.923 | 0.545 | 0.157 | -0.180 | 0.077 | 0.551 | 0.539 |
| avg_period_purchases | 0.380 | -0.570 | 0.541 | -0.624 | -0.383 | -0.923 | 1.000 | -0.565 | -0.142 | 0.180 | -0.062 | -0.487 | -0.478 |
| frequency_purchase | -0.215 | 0.403 | -0.872 | 0.472 | 0.291 | 0.545 | -0.565 | 1.000 | 0.194 | -0.072 | 0.080 | 0.320 | 0.312 |
| volume_basket_size | -0.147 | 0.722 | -0.198 | 0.790 | 0.618 | 0.157 | -0.142 | 0.194 | 1.000 | 0.570 | 0.854 | 0.173 | 0.183 |
| assort_basket_size | 0.134 | 0.370 | 0.050 | 0.298 | 0.733 | -0.180 | 0.180 | -0.072 | 0.570 | 1.000 | 0.640 | -0.102 | -0.102 |
| avg_ticket | -0.040 | 0.765 | -0.085 | 0.651 | 0.639 | 0.077 | -0.062 | 0.080 | 0.854 | 0.640 | 1.000 | 0.152 | 0.157 |
| returns_purchases | -0.274 | 0.440 | -0.330 | 0.459 | 0.280 | 0.551 | -0.487 | 0.320 | 0.173 | -0.102 | 0.152 | 1.000 | 0.987 |
| returns_products | -0.277 | 0.435 | -0.321 | 0.458 | 0.270 | 0.539 | -0.478 | 0.312 | 0.183 | -0.102 | 0.157 | 0.987 | 1.000 |
| customer_id | gross_revenue | recency_days | volume_products | assort_products | purchases | avg_period_purchases | frequency_purchase | volume_basket_size | assort_basket_size | avg_ticket | returns_purchases | returns_products | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.210 | 372.000 | 1733.000 | 21.000 | 34.000 | 1.000 | 0.091 | 50.971 | 0.618 | 158.565 | 1.000 | 40.000 |
| 1 | 13047 | 3232.590 | 56.000 | 1390.000 | 105.000 | 9.000 | 52.833 | 0.024 | 154.444 | 11.667 | 359.177 | 7.000 | 35.000 |
| 2 | 12583 | 6705.380 | 2.000 | 5028.000 | 114.000 | 15.000 | 26.500 | 0.040 | 335.200 | 7.600 | 447.025 | 2.000 | 50.000 |
| 3 | 13748 | 948.250 | 95.000 | 439.000 | 24.000 | 5.000 | 92.667 | 0.013 | 87.800 | 4.800 | 189.650 | 0.000 | 0.000 |
| 4 | 15100 | 876.000 | 333.000 | 80.000 | 1.000 | 3.000 | 20.000 | 0.008 | 26.667 | 0.333 | 292.000 | 3.000 | 22.000 |
| 5 | 15291 | 4623.300 | 25.000 | 2102.000 | 61.000 | 14.000 | 26.769 | 0.037 | 150.143 | 4.357 | 330.236 | 5.000 | 29.000 |
| 6 | 14688 | 5630.870 | 7.000 | 3621.000 | 148.000 | 21.000 | 19.263 | 0.056 | 172.429 | 7.048 | 268.137 | 6.000 | 399.000 |
| 7 | 17809 | 5411.910 | 16.000 | 2057.000 | 46.000 | 12.000 | 39.667 | 0.032 | 171.417 | 3.833 | 450.993 | 2.000 | 41.000 |
| 8 | 15311 | 60767.900 | 0.000 | 38194.000 | 567.000 | 91.000 | 4.191 | 0.243 | 419.714 | 6.231 | 667.779 | 27.000 | 474.000 |
| 9 | 16098 | 2005.630 | 87.000 | 613.000 | 34.000 | 7.000 | 47.667 | 0.019 | 87.571 | 4.857 | 286.519 | 0.000 | 0.000 |
| customer_id | gross_revenue | recency_days | volume_products | assort_products | purchases | avg_period_purchases | frequency_purchase | volume_basket_size | assort_basket_size | avg_ticket | returns_purchases | returns_products | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5752 | 22700 | 4839.420 | 1.000 | 1074.000 | 55.000 | 1.000 | 400.000 | 0.500 | 1074.000 | 55.000 | 4839.420 | 0.000 | 0.000 |
| 5753 | 13298 | 360.000 | 1.000 | 96.000 | 2.000 | 1.000 | 400.000 | 0.500 | 96.000 | 2.000 | 360.000 | 0.000 | 0.000 |
| 5754 | 14569 | 227.390 | 1.000 | 79.000 | 10.000 | 1.000 | 400.000 | 0.500 | 79.000 | 10.000 | 227.390 | 0.000 | 0.000 |
| 5755 | 22704 | 17.900 | 1.000 | 14.000 | 7.000 | 1.000 | 400.000 | 0.500 | 14.000 | 7.000 | 17.900 | 0.000 | 0.000 |
| 5756 | 22705 | 3.350 | 1.000 | 2.000 | 2.000 | 1.000 | 400.000 | 0.500 | 2.000 | 2.000 | 3.350 | 0.000 | 0.000 |
| 5757 | 22706 | 5699.000 | 1.000 | 1747.000 | 634.000 | 1.000 | 400.000 | 0.500 | 1747.000 | 634.000 | 5699.000 | 0.000 | 0.000 |
| 5758 | 22707 | 6756.060 | 0.000 | 2010.000 | 730.000 | 1.000 | 400.000 | 1.000 | 2010.000 | 730.000 | 6756.060 | 0.000 | 0.000 |
| 5759 | 22708 | 3217.200 | 0.000 | 654.000 | 56.000 | 1.000 | 400.000 | 1.000 | 654.000 | 56.000 | 3217.200 | 0.000 | 0.000 |
| 5760 | 22709 | 3950.720 | 0.000 | 731.000 | 217.000 | 1.000 | 400.000 | 1.000 | 731.000 | 217.000 | 3950.720 | 0.000 | 0.000 |
| 5761 | 12713 | 794.550 | 0.000 | 505.000 | 37.000 | 1.000 | 400.000 | 1.000 | 505.000 | 37.000 | 794.550 | 0.000 | 0.000 |